An interference matching technique for inducing abstractions

作者: Frederick Hayes-Roth , John McDermott

DOI: 10.1145/359488.359503

关键词: Knowledge acquisitionKnowledge representation and reasoningInterference (communication)GeneralizationAbstractionRule inductionComputer scienceSequenceMatching (graph theory)Theoretical computer scienceGeneral Computer Science

摘要: A method for inducing knowledge by abstraction from a sequence of training examples is described. The proposed method, interference matching, induces abstractions finding relational properties common to two or more exemplars. Three tasks solved program that uses an interference-matching algorithm are presented. Several problems concerning the description and adequacy matching discussed, directions future research considered.

参考文章(15)
Andrée Tretiakoff, Computer Generated Word Classes and Sentence Structures. ifip congress. pp. 919- 920 ,(1974)
Patrick H. Winston, Learning Structural Descriptions From Examples The Psychology of Computer Vision. ,(1970)
J. Burge, F. Hayes-Roth, A novel pattern learning and classification procedure applied to the learning of vowels international conference on acoustics, speech, and signal processing. ,vol. 1, pp. 154- 157 ,(1976) , 10.1109/ICASSP.1976.1170059
James Moore, Allen Newell, None, How can Merlin understand ,(1973)
Frederick Hayes-Roth, John McDormott, Knowledge acquisition from structural descriptions international joint conference on artificial intelligence. pp. 356- 362 ,(1977)
David J. Mostow, Frederick Hayes-Roth, An automatically compilable recognition network for structured patterns international joint conference on artificial intelligence. pp. 246- 252 ,(1975)
Frederick Hayes-Roth, Representation of structured events and efficient procedures for their recognition Pattern Recognition. ,vol. 8, pp. 141- 150 ,(1976) , 10.1016/0031-3203(76)90015-7
Stephen K. Reed, George W. Ernst, Ranan Banerji, The role of analogy in transfer between similar problem states Cognitive Psychology. ,vol. 6, pp. 436- 450 ,(1974) , 10.1016/0010-0285(74)90020-6
Lynette Hirschman, Ralph Grishman, Naomi Sager, Grammatically-based automatic word class formation Information Processing & Management. ,vol. 11, pp. 39- 57 ,(1975) , 10.1016/0306-4573(75)90033-3